2 papers
quant-ph2025
Introduction to modelling radical pair quantum spin dynamics with tensor networks
Kentaro Hino, Damyan S. Frantzov, Yuki Kurashige +1
Radical pairs (also known as spin qubit pairs, electron-hole pairs) are transient reaction intermediates that are found and utilised in all areas of science. Radical pair spin dyna…
cs.LG2025
Neural Network Matrix Product Operator: A Multi-Dimensionally Integrable Machine Learning Potential
Kentaro Hino, Yuki Kurashige
A neural network-based machine learning potential energy surface (PES) expressed in a matrix product operator (NN-MPO) is proposed. The MPO form enables efficient evaluation of hig…